Pandas Profiling Report

Dataset statistics

Number of variables	50
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.8 MiB
Average record size in memory	400.0 B

Variable types

Numeric	23
Text	7
Categorical	7
Boolean	13

Alerts

`TimeZone` is highly imbalanced (54.2%)	Imbalance
`CaseOrder` is uniformly distributed	Uniform
`CaseOrder` has unique values	Unique
`Customer_id` has unique values	Unique
`Interaction` has unique values	Unique
`UID` has unique values	Unique
`Population` has 109 (1.1%) zeros	Zeros
`Children` has 2548 (25.5%) zeros	Zeros
`Full_meals_eaten` has 3715 (37.1%) zeros	Zeros
`vitD_supp` has 6702 (67.0%) zeros	Zeros

Reproduction

Analysis started	2024-05-06 23:57:14.641092
Analysis finished	2024-05-06 23:57:46.648471
Duration	32.01 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

CaseOrder
Real number (ℝ)

UNIFORM UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5000.5

Minimum	1
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	500.95
Q1	2500.75
median	5000.5
Q3	7500.25
95-th percentile	9500.05
Maximum	10000
Range	9999
Interquartile range (IQR)	4999.5

Descriptive statistics

Standard deviation	2886.8957
Coefficient of variation (CV)	0.5773214
Kurtosis	-1.2
Mean	5000.5
Median Absolute Deviation (MAD)	2500
Skewness	0
Sum	50005000
Variance	8334166.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
6671	1	< 0.1%
6664	1	< 0.1%
6665	1	< 0.1%
6666	1	< 0.1%
6667	1	< 0.1%
6668	1	< 0.1%
6669	1	< 0.1%
6670	1	< 0.1%
6672	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
9999	1	< 0.1%
9998	1	< 0.1%
9997	1	< 0.1%
9996	1	< 0.1%
9995	1	< 0.1%
9994	1	< 0.1%
9993	1	< 0.1%
9992	1	< 0.1%
9991	1	< 0.1%

Customer_id
Text

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	7
Median length	7
Mean length	6.9002
Min length	6

Characters and Unicode

Total characters	69002
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	C412403
2nd row	Z919181
3rd row	F995323
4th row	A879973
5th row	C544523

Value	Count	Frequency (%)
c412403	1	< 0.1%
q870521	1	< 0.1%
i745784	1	< 0.1%
f995323	1	< 0.1%
a879973	1	< 0.1%
c544523	1	< 0.1%
s543885	1	< 0.1%
e543302	1	< 0.1%
k477307	1	< 0.1%
z229385	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
3	6101	8.8%
7	6090	8.8%
2	6049	8.8%
1	6010	8.7%
5	5997	8.7%
8	5971	8.7%
6	5961	8.6%
4	5934	8.6%
9	5912	8.6%
0	4977	7.2%
Other values (26)	10000	14.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	69002	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	6101	8.8%
7	6090	8.8%
2	6049	8.8%
1	6010	8.7%
5	5997	8.7%
8	5971	8.7%
6	5961	8.6%
4	5934	8.6%
9	5912	8.6%
0	4977	7.2%
Other values (26)	10000	14.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	69002	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	6101	8.8%
7	6090	8.8%
2	6049	8.8%
1	6010	8.7%
5	5997	8.7%
8	5971	8.7%
6	5961	8.6%
4	5934	8.6%
9	5912	8.6%
0	4977	7.2%
Other values (26)	10000	14.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	69002	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	6101	8.8%
7	6090	8.8%
2	6049	8.8%
1	6010	8.7%
5	5997	8.7%
8	5971	8.7%
6	5961	8.6%
4	5934	8.6%
9	5912	8.6%
0	4977	7.2%
Other values (26)	10000	14.5%

Interaction
Text

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	360000
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	8cd49b13-f45a-4b47-a2bd-173ffa932c2f
2nd row	d2450b70-0337-4406-bdbb-bc1037f1734c
3rd row	a2057123-abf5-4a2c-abad-8ffe33512562
4th row	1dec528d-eb34-4079-adce-0d7a40e82205
5th row	5885f56b-d6da-43a3-8760-83583af94266

Value	Count	Frequency (%)
8cd49b13-f45a-4b47-a2bd-173ffa932c2f	1	< 0.1%
67b386eb-1d04-4020-9474-542a09d304e3	1	< 0.1%
c173d889-8d12-4375-819e-cd83902c9de8	1	< 0.1%
a2057123-abf5-4a2c-abad-8ffe33512562	1	< 0.1%
1dec528d-eb34-4079-adce-0d7a40e82205	1	< 0.1%
5885f56b-d6da-43a3-8760-83583af94266	1	< 0.1%
e3b0a319-9e2e-4a23-8752-2fdc736c30f4	1	< 0.1%
2fccb53e-bd9a-4eaa-a53c-9dfc0cb83f94	1	< 0.1%
ab634508-dd8c-42e5-a4e4-d101a46f2431	1	< 0.1%
5acd5dd3-f0ae-41c7-9540-cf3e4ecb2e27	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
-	40000	11.1%
4	28914	8.0%
a	21417	5.9%
b	21369	5.9%
8	21304	5.9%
9	21055	5.8%
d	19025	5.3%
0	18943	5.3%
c	18900	5.2%
e	18797	5.2%
Other values (7)	130276	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	40000	11.1%
4	28914	8.0%
a	21417	5.9%
b	21369	5.9%
8	21304	5.9%
9	21055	5.8%
d	19025	5.3%
0	18943	5.3%
c	18900	5.2%
e	18797	5.2%
Other values (7)	130276	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	40000	11.1%
4	28914	8.0%
a	21417	5.9%
b	21369	5.9%
8	21304	5.9%
9	21055	5.8%
d	19025	5.3%
0	18943	5.3%
c	18900	5.2%
e	18797	5.2%
Other values (7)	130276	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	40000	11.1%
4	28914	8.0%
a	21417	5.9%
b	21369	5.9%
8	21304	5.9%
9	21055	5.8%
d	19025	5.3%
0	18943	5.3%
c	18900	5.2%
e	18797	5.2%
Other values (7)	130276	36.2%

UID
Text

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	320000
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	3a83ddb66e2ae73798bdf1d705dc0932
2nd row	176354c5eef714957d486009feabf195
3rd row	e19a0fa00aeda885b8a436757e889bc9
4th row	cd17d7b6d152cb6f23957346d11c3f07
5th row	d2f0425877b10ed6bb381f3e2579424a

Value	Count	Frequency (%)
3a83ddb66e2ae73798bdf1d705dc0932	1	< 0.1%
e8e016144bfbe14974752d834f530e26	1	< 0.1%
a8437eadfb17988b7d7fedcc0468664e	1	< 0.1%
e19a0fa00aeda885b8a436757e889bc9	1	< 0.1%
cd17d7b6d152cb6f23957346d11c3f07	1	< 0.1%
d2f0425877b10ed6bb381f3e2579424a	1	< 0.1%
03e447146d4a32e1aaf75727c3d1230c	1	< 0.1%
e4884a42ba809df6a89ded6c97f460d4	1	< 0.1%
5f78b8699d1aa9b950b562073f629ca2	1	< 0.1%
687e7ba1b80022c310fa2d4b00db199a	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
1	20220	6.3%
f	20208	6.3%
7	20196	6.3%
c	20127	6.3%
b	20115	6.3%
3	20110	6.3%
a	20101	6.3%
5	20016	6.3%
8	19950	6.2%
e	19935	6.2%
Other values (6)	119022	37.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	320000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	20220	6.3%
f	20208	6.3%
7	20196	6.3%
c	20127	6.3%
b	20115	6.3%
3	20110	6.3%
a	20101	6.3%
5	20016	6.3%
8	19950	6.2%
e	19935	6.2%
Other values (6)	119022	37.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	320000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	20220	6.3%
f	20208	6.3%
7	20196	6.3%
c	20127	6.3%
b	20115	6.3%
3	20110	6.3%
a	20101	6.3%
5	20016	6.3%
8	19950	6.2%
e	19935	6.2%
Other values (6)	119022	37.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	320000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	20220	6.3%
f	20208	6.3%
7	20196	6.3%
c	20127	6.3%
b	20115	6.3%
3	20110	6.3%
a	20101	6.3%
5	20016	6.3%
8	19950	6.2%
e	19935	6.2%
Other values (6)	119022	37.2%

City
Text

Distinct	6072
Distinct (%)	60.7%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	27
Median length	24
Mean length	8.5533
Min length	3

Characters and Unicode

Total characters	85533
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4219 ?
Unique (%)	42.2%

Sample

1st row	Eva
2nd row	Marianna
3rd row	Sioux Falls
4th row	New Richland
5th row	West Point

Value	Count	Frequency (%)
city	210	1.7%
new	137	1.1%
lake	100	0.8%
saint	91	0.7%
springs	88	0.7%
west	85	0.7%
san	84	0.7%
beach	69	0.5%
north	63	0.5%
falls	62	0.5%
Other values (5409)	11561	92.1%

Most occurring characters

Value	Count	Frequency (%)
e	8036	9.4%
a	7231	8.5%
n	6370	7.4%
o	6369	7.4%
l	6117	7.2%
r	5499	6.4%
i	5273	6.2%
t	4530	5.3%
s	3542	4.1%
	2550	3.0%
Other values (42)	30016	35.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	85533	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8036	9.4%
a	7231	8.5%
n	6370	7.4%
o	6369	7.4%
l	6117	7.2%
r	5499	6.4%
i	5273	6.2%
t	4530	5.3%
s	3542	4.1%
	2550	3.0%
Other values (42)	30016	35.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	85533	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8036	9.4%
a	7231	8.5%
n	6370	7.4%
o	6369	7.4%
l	6117	7.2%
r	5499	6.4%
i	5273	6.2%
t	4530	5.3%
s	3542	4.1%
	2550	3.0%
Other values (42)	30016	35.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	85533	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8036	9.4%
a	7231	8.5%
n	6370	7.4%
o	6369	7.4%
l	6117	7.2%
r	5499	6.4%
i	5273	6.2%
t	4530	5.3%
s	3542	4.1%
	2550	3.0%
Other values (42)	30016	35.1%

State
Text

Distinct	52
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	20000
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AL
2nd row	FL
3rd row	SD
4th row	MN
5th row	VA

Value	Count	Frequency (%)
tx	553	5.5%
ca	550	5.5%
pa	547	5.5%
ny	514	5.1%
il	442	4.4%
oh	383	3.8%
mo	328	3.3%
fl	304	3.0%
va	287	2.9%
ia	276	2.8%
Other values (42)	5816	58.2%

Most occurring characters

Value	Count	Frequency (%)
A	2982	14.9%
N	2133	10.7%
M	1626	8.1%
I	1557	7.8%
O	1219	6.1%
C	1204	6.0%
L	1113	5.6%
T	1071	5.4%
Y	775	3.9%
K	707	3.5%
Other values (14)	5613	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	2982	14.9%
N	2133	10.7%
M	1626	8.1%
I	1557	7.8%
O	1219	6.1%
C	1204	6.0%
L	1113	5.6%
T	1071	5.4%
Y	775	3.9%
K	707	3.5%
Other values (14)	5613	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	2982	14.9%
N	2133	10.7%
M	1626	8.1%
I	1557	7.8%
O	1219	6.1%
C	1204	6.0%
L	1113	5.6%
T	1071	5.4%
Y	775	3.9%
K	707	3.5%
Other values (14)	5613	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	2982	14.9%
N	2133	10.7%
M	1626	8.1%
I	1557	7.8%
O	1219	6.1%
C	1204	6.0%
L	1113	5.6%
T	1071	5.4%
Y	775	3.9%
K	707	3.5%
Other values (14)	5613	28.1%

County
Text

Distinct	1607
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	21
Median length	19
Mean length	7.2215
Min length	3

Characters and Unicode

Total characters	72215
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	353 ?
Unique (%)	3.5%

Sample

1st row	Morgan
2nd row	Jackson
3rd row	Minnehaha
4th row	Waseca
5th row	King William

Value	Count	Frequency (%)
san	140	1.3%
st	127	1.2%
jefferson	122	1.1%
washington	100	0.9%
franklin	93	0.9%
los	89	0.8%
angeles	88	0.8%
montgomery	80	0.7%
jackson	78	0.7%
cook	69	0.6%
Other values (1639)	9919	91.0%

Most occurring characters

Value	Count	Frequency (%)
a	7265	10.1%
e	7037	9.7%
n	5968	8.3%
o	5487	7.6%
r	4818	6.7%
l	3942	5.5%
i	3766	5.2%
s	3345	4.6%
t	3087	4.3%
u	1872	2.6%
Other values (49)	25628	35.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72215	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	7265	10.1%
e	7037	9.7%
n	5968	8.3%
o	5487	7.6%
r	4818	6.7%
l	3942	5.5%
i	3766	5.2%
s	3345	4.6%
t	3087	4.3%
u	1872	2.6%
Other values (49)	25628	35.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72215	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	7265	10.1%
e	7037	9.7%
n	5968	8.3%
o	5487	7.6%
r	4818	6.7%
l	3942	5.5%
i	3766	5.2%
s	3345	4.6%
t	3087	4.3%
u	1872	2.6%
Other values (49)	25628	35.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72215	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	7265	10.1%
e	7037	9.7%
n	5968	8.3%
o	5487	7.6%
r	4818	6.7%
l	3942	5.5%
i	3766	5.2%
s	3345	4.6%
t	3087	4.3%
u	1872	2.6%
Other values (49)	25628	35.5%

Zip
Real number (ℝ)

Distinct	8612
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50159.324

Minimum	610
Maximum	99929
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	610
5-th percentile	6320
Q1	27592
median	50207
Q3	72411.75
95-th percentile	95629.1
Maximum	99929
Range	99319
Interquartile range (IQR)	44819.75

Descriptive statistics

Standard deviation	27469.588
Coefficient of variation (CV)	0.5476467
Kurtosis	-1.0653664
Mean	50159.324
Median Absolute Deviation (MAD)	22331
Skewness	0.022812519
Sum	5.0159324 × 10⁸
Variance	7.5457828 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25674	4	< 0.1%
78104	4	< 0.1%
68355	4	< 0.1%
62098	4	< 0.1%
24136	4	< 0.1%
37324	4	< 0.1%
49791	4	< 0.1%
77663	4	< 0.1%
88345	4	< 0.1%
38330	4	< 0.1%
Other values (8602)	9960	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
610	1	< 0.1%
617	1	< 0.1%
622	1	< 0.1%
624	1	< 0.1%
631	1	< 0.1%
637	1	< 0.1%
656	2	< 0.1%
669	2	< 0.1%
670	1	< 0.1%
676	1	< 0.1%

Value	Count	Frequency (%)
99929	1	< 0.1%
99925	1	< 0.1%
99922	1	< 0.1%
99919	1	< 0.1%
99918	1	< 0.1%
99833	1	< 0.1%
99791	1	< 0.1%
99790	2	< 0.1%
99786	1	< 0.1%
99785	2	< 0.1%

Lat
Real number (ℝ)

Distinct	8588
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.751099

Minimum	17.96719
Maximum	70.56099
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	17.96719
5-th percentile	29.835489
Q1	35.25512
median	39.419355
Q3	42.044175
95-th percentile	46.496091
Maximum	70.56099
Range	52.5938
Interquartile range (IQR)	6.789055

Descriptive statistics

Standard deviation	5.4030853
Coefficient of variation (CV)	0.13943051
Kurtosis	2.6841865
Mean	38.751099
Median Absolute Deviation (MAD)	3.23452
Skewness	0.0085645322
Sum	387510.99
Variance	29.193331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.06702	4	< 0.1%
33.34798	4	< 0.1%
35.25512	4	< 0.1%
39.3861	4	< 0.1%
37.8689	4	< 0.1%
40.11509	4	< 0.1%
30.51239	4	< 0.1%
28.51879	4	< 0.1%
37.33123	4	< 0.1%
45.48682	4	< 0.1%
Other values (8578)	9960	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.96719	1	< 0.1%
17.99174	1	< 0.1%
18.01023	1	< 0.1%
18.03091	1	< 0.1%
18.0528	2	< 0.1%
18.06465	1	< 0.1%
18.06728	1	< 0.1%
18.07982	1	< 0.1%
18.097	1	< 0.1%
18.18555	1	< 0.1%

Value	Count	Frequency (%)
70.56099	1	< 0.1%
70.1385	1	< 0.1%
67.47706	1	< 0.1%
67.17316	1	< 0.1%
67.11836	1	< 0.1%
66.97844	1	< 0.1%
66.88754	2	< 0.1%
66.76682	1	< 0.1%
66.56354	1	< 0.1%
66.3831	1	< 0.1%

Lng
Real number (ℝ)

Distinct	8725
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.24308

Minimum	-174.2097
Maximum	-65.29017
Zeros	0
Zeros (%)	0.0%
Negative	10000
Negative (%)	100.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	-174.2097
5-th percentile	-121.4233
Q1	-97.352982
median	-88.39723
Q3	-80.43805
95-th percentile	-72.910863
Maximum	-65.29017
Range	108.91953
Interquartile range (IQR)	16.914932

Descriptive statistics

Standard deviation	15.205998
Coefficient of variation (CV)	-0.16665371
Kurtosis	2.3167004
Mean	-91.24308
Median Absolute Deviation (MAD)	8.40169
Skewness	-1.2589728
Sum	-912430.8
Variance	231.22237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-90.30464	4	< 0.1%
-94.39542	4	< 0.1%
-80.59756	4	< 0.1%
-84.59579	4	< 0.1%
-95.56405	4	< 0.1%
-89.03658	4	< 0.1%
-97.76466	4	< 0.1%
-85.99134	4	< 0.1%
-82.35159	4	< 0.1%
-97.25468	3	< 0.1%
Other values (8715)	9961	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-174.2097	1	< 0.1%
-171.68815	1	< 0.1%
-170.48517	1	< 0.1%
-166.49262	1	< 0.1%
-166.4926	1	< 0.1%
-165.80591	1	< 0.1%
-165.8059	1	< 0.1%
-165.7979	1	< 0.1%
-165.1285	1	< 0.1%
-164.4664	1	< 0.1%

Value	Count	Frequency (%)
-65.29017	1	< 0.1%
-65.7274	2	< 0.1%
-65.76108	1	< 0.1%
-65.90881	1	< 0.1%
-65.94313	1	< 0.1%
-65.97632	1	< 0.1%
-65.97936	1	< 0.1%
-65.9921	1	< 0.1%
-66.01289	1	< 0.1%
-66.04267	1	< 0.1%

Population
Real number (ℝ)

ZEROS

Distinct	5951
Distinct (%)	59.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9965.2538

Minimum	0
Maximum	122814
Zeros	109
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	102
Q1	694.75
median	2769
Q3	13945
95-th percentile	41550
Maximum	122814
Range	122814
Interquartile range (IQR)	13250.25

Descriptive statistics

Standard deviation	14824.759
Coefficient of variation (CV)	1.4876449
Kurtosis	5.8809129
Mean	9965.2538
Median Absolute Deviation (MAD)	2541
Skewness	2.2299586
Sum	99652538
Variance	2.1977347 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109	1.1%
195	14	0.1%
115	11	0.1%
178	11	0.1%
285	11	0.1%
955	10	0.1%
689	10	0.1%
92	10	0.1%
346	10	0.1%
294	10	0.1%
Other values (5941)	9794	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109	1.1%
1	2	< 0.1%
4	1	< 0.1%
5	5	0.1%
6	5	0.1%
7	2	< 0.1%
8	1	< 0.1%
9	3	< 0.1%
10	2	< 0.1%
11	4	< 0.1%

Value	Count	Frequency (%)
122814	2	< 0.1%
107700	1	< 0.1%
105799	2	< 0.1%
102624	1	< 0.1%
98219	1	< 0.1%
96530	2	< 0.1%
96487	1	< 0.1%
96081	1	< 0.1%
95666	1	< 0.1%
94512	1	< 0.1%

Area
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Rural	3369
Suburban	3328
Urban	3303

Length

Max length	8
Median length	5
Mean length	5.9984
Min length	5

Characters and Unicode

Total characters	59984
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Suburban
2nd row	Urban
3rd row	Suburban
4th row	Suburban
5th row	Rural

Common Values

Value	Count	Frequency (%)
Rural	3369	33.7%
Suburban	3328	33.3%
Urban	3303	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rural	3369	33.7%
suburban	3328	33.3%
urban	3303	33.0%

Most occurring characters

Value	Count	Frequency (%)
u	10025	16.7%
r	10000	16.7%
a	10000	16.7%
b	9959	16.6%
n	6631	11.1%
R	3369	5.6%
l	3369	5.6%
S	3328	5.5%
U	3303	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	59984	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	10025	16.7%
r	10000	16.7%
a	10000	16.7%
b	9959	16.6%
n	6631	11.1%
R	3369	5.6%
l	3369	5.6%
S	3328	5.5%
U	3303	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	59984	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	10025	16.7%
r	10000	16.7%
a	10000	16.7%
b	9959	16.6%
n	6631	11.1%
R	3369	5.6%
l	3369	5.6%
S	3328	5.5%
U	3303	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	59984	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	10025	16.7%
r	10000	16.7%
a	10000	16.7%
b	9959	16.6%
n	6631	11.1%
R	3369	5.6%
l	3369	5.6%
S	3328	5.5%
U	3303	5.5%

TimeZone
Categorical

IMBALANCE

Distinct	26
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

America/New_York	3889
America/Chicago	3771
America/Los_Angeles	937
America/Denver	612
America/Detroit	262
Other values (21)	529

Length

Max length	30
Median length	28
Mean length	15.9363
Min length	12

Characters and Unicode

Total characters	159363
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	0.1%

Sample

1st row	America/Chicago
2nd row	America/Chicago
3rd row	America/Chicago
4th row	America/Chicago
5th row	America/New_York

Common Values

Value	Count	Frequency (%)
America/New_York	3889	38.9%
America/Chicago	3771	37.7%
America/Los_Angeles	937	9.4%
America/Denver	612	6.1%
America/Detroit	262	2.6%
America/Indiana/Indianapolis	151	1.5%
America/Phoenix	100	1.0%
America/Boise	86	0.9%
America/Anchorage	50	0.5%
America/Puerto_Rico	43	0.4%
Other values (16)	99	1.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
america/new_york	3889	38.9%
america/chicago	3771	37.7%
america/los_angeles	937	9.4%
america/denver	612	6.1%
america/detroit	262	2.6%
america/indiana/indianapolis	151	1.5%
america/phoenix	100	1.0%
america/boise	86	0.9%
america/anchorage	50	0.5%
america/puerto_rico	43	0.4%
Other values (16)	99	1.0%

Most occurring characters

Value	Count	Frequency (%)
e	17587	11.0%
r	14833	9.3%
i	14810	9.3%
a	14483	9.1%
c	13913	8.7%
A	10954	6.9%
/	10177	6.4%
m	9994	6.3%
o	9457	5.9%
_	4876	3.1%
Other values (31)	38279	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	159363	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	17587	11.0%
r	14833	9.3%
i	14810	9.3%
a	14483	9.1%
c	13913	8.7%
A	10954	6.9%
/	10177	6.4%
m	9994	6.3%
o	9457	5.9%
_	4876	3.1%
Other values (31)	38279	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	159363	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	17587	11.0%
r	14833	9.3%
i	14810	9.3%
a	14483	9.1%
c	13913	8.7%
A	10954	6.9%
/	10177	6.4%
m	9994	6.3%
o	9457	5.9%
_	4876	3.1%
Other values (31)	38279	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	159363	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	17587	11.0%
r	14833	9.3%
i	14810	9.3%
a	14483	9.1%
c	13913	8.7%
A	10954	6.9%
/	10177	6.4%
m	9994	6.3%
o	9457	5.9%
_	4876	3.1%
Other values (31)	38279	24.0%

Job
Text

Distinct	639
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	59
Median length	40
Mean length	20.7697
Min length	3

Characters and Unicode

Total characters	207697
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Psychologist, sport and exercise
2nd row	Community development worker
3rd row	Chief Executive Officer
4th row	Early years teacher
5th row	Health promotion specialist

Value	Count	Frequency (%)
officer	936	4.1%
engineer	869	3.8%
manager	775	3.4%
scientist	416	1.8%
designer	392	1.7%
surveyor	314	1.4%
and	269	1.2%
teacher	244	1.1%
therapist	236	1.0%
research	235	1.0%
Other values (524)	18289	79.6%

Most occurring characters

Value	Count	Frequency (%)
e	21563	10.4%
i	17942	8.6%
r	17505	8.4%
a	15221	7.3%
t	14537	7.0%
n	14137	6.8%
	12975	6.2%
o	11959	5.8%
s	11097	5.3%
c	10299	5.0%
Other values (44)	60462	29.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	207697	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	21563	10.4%
i	17942	8.6%
r	17505	8.4%
a	15221	7.3%
t	14537	7.0%
n	14137	6.8%
	12975	6.2%
o	11959	5.8%
s	11097	5.3%
c	10299	5.0%
Other values (44)	60462	29.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	207697	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	21563	10.4%
i	17942	8.6%
r	17505	8.4%
a	15221	7.3%
t	14537	7.0%
n	14137	6.8%
	12975	6.2%
o	11959	5.8%
s	11097	5.3%
c	10299	5.0%
Other values (44)	60462	29.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	207697	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	21563	10.4%
i	17942	8.6%
r	17505	8.4%
a	15221	7.3%
t	14537	7.0%
n	14137	6.8%
	12975	6.2%
o	11959	5.8%
s	11097	5.3%
c	10299	5.0%
Other values (44)	60462	29.1%

Children
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0972

Minimum	0
Maximum	10
Zeros	2548
Zeros (%)	25.5%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	10
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.163659
Coefficient of variation (CV)	1.0316894
Kurtosis	2.0763213
Mean	2.0972
Median Absolute Deviation (MAD)	1
Skewness	1.4480126
Sum	20972
Variance	4.6814203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	2548	25.5%
1	2509	25.1%
3	1489	14.9%
2	1475	14.8%
4	995	10.0%
7	213	2.1%
8	209	2.1%
6	191	1.9%
5	169	1.7%
9	108	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2548	25.5%
1	2509	25.1%
2	1475	14.8%
3	1489	14.9%
4	995	10.0%
5	169	1.7%
6	191	1.9%
7	213	2.1%
8	209	2.1%
9	108	1.1%

Value	Count	Frequency (%)
10	94	0.9%
9	108	1.1%
8	209	2.1%
7	213	2.1%
6	191	1.9%
5	169	1.7%
4	995	10.0%
3	1489	14.9%
2	1475	14.8%
1	2509	25.1%

Age
Real number (ℝ)

Distinct	72
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.5117

Minimum	18
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	36
median	53
Q3	71
95-th percentile	86
Maximum	89
Range	71
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	20.638538
Coefficient of variation (CV)	0.38568272
Kurtosis	-1.1895272
Mean	53.5117
Median Absolute Deviation (MAD)	18
Skewness	0.0051171024
Sum	535117
Variance	425.94926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	161	1.6%
52	159	1.6%
74	159	1.6%
41	157	1.6%
86	156	1.6%
66	155	1.6%
30	154	1.5%
40	154	1.5%
31	152	1.5%
34	151	1.5%
Other values (62)	8442	84.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	133	1.3%
19	137	1.4%
20	120	1.2%
21	125	1.2%
22	141	1.4%
23	137	1.4%
24	144	1.4%
25	130	1.3%
26	144	1.4%
27	135	1.4%

Value	Count	Frequency (%)
89	132	1.3%
88	143	1.4%
87	136	1.4%
86	156	1.6%
85	135	1.4%
84	127	1.3%
83	134	1.3%
82	124	1.2%
81	131	1.3%
80	116	1.2%

Income
Real number (ℝ)

Distinct	9993
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40490.495

Minimum	154.08
Maximum	207249.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	154.08
5-th percentile	7520.3535
Q1	19598.775
median	33768.42
Q3	54296.402
95-th percentile	96071.831
Maximum	207249.1
Range	207095.02
Interquartile range (IQR)	34697.627

Descriptive statistics

Standard deviation	28521.153
Coefficient of variation (CV)	0.70439132
Kurtosis	2.7456903
Mean	40490.495
Median Absolute Deviation (MAD)	16317.9
Skewness	1.4058989
Sum	4.0490495 × 10⁸
Variance	8.1345619 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14572.4	2	< 0.1%
20474.03	2	< 0.1%
37132.97	2	< 0.1%
29508.62	2	< 0.1%
24997.02	2	< 0.1%
26915.85	2	< 0.1%
55506.92	2	< 0.1%
3532.5	1	< 0.1%
63176.93	1	< 0.1%
32371.65	1	< 0.1%
Other values (9983)	9983	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
154.08	1	< 0.1%
300.79	1	< 0.1%
395.23	1	< 0.1%
401.86	1	< 0.1%
493.04	1	< 0.1%
695.22	1	< 0.1%
702.16	1	< 0.1%
798.98	1	< 0.1%
826.01	1	< 0.1%
881.07	1	< 0.1%

Value	Count	Frequency (%)
207249.1	1	< 0.1%
204542.41	1	< 0.1%
203774.6	1	< 0.1%
197675	1	< 0.1%
197576.18	1	< 0.1%
196915.6	1	< 0.1%
194796.24	1	< 0.1%
190110.8	1	< 0.1%
189416.27	1	< 0.1%
189129.92	1	< 0.1%

Marital
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Widowed	2045
Married	2023
Separated	1987
Never Married	1984
Divorced	1961

Length

Max length	13
Median length	9
Mean length	8.7839
Min length	7

Characters and Unicode

Total characters	87839
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Divorced
2nd row	Married
3rd row	Widowed
4th row	Married
5th row	Widowed

Common Values

Value	Count	Frequency (%)
Widowed	2045	20.4%
Married	2023	20.2%
Separated	1987	19.9%
Never Married	1984	19.8%
Divorced	1961	19.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	4007	33.4%
widowed	2045	17.1%
separated	1987	16.6%
never	1984	16.6%
divorced	1961	16.4%

Most occurring characters

Value	Count	Frequency (%)
e	15955	18.2%
r	13946	15.9%
d	12045	13.7%
i	8013	9.1%
a	7981	9.1%
M	4007	4.6%
o	4006	4.6%
v	3945	4.5%
W	2045	2.3%
w	2045	2.3%
Other values (7)	13851	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	87839	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	15955	18.2%
r	13946	15.9%
d	12045	13.7%
i	8013	9.1%
a	7981	9.1%
M	4007	4.6%
o	4006	4.6%
v	3945	4.5%
W	2045	2.3%
w	2045	2.3%
Other values (7)	13851	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	87839	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	15955	18.2%
r	13946	15.9%
d	12045	13.7%
i	8013	9.1%
a	7981	9.1%
M	4007	4.6%
o	4006	4.6%
v	3945	4.5%
W	2045	2.3%
w	2045	2.3%
Other values (7)	13851	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	87839	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	15955	18.2%
r	13946	15.9%
d	12045	13.7%
i	8013	9.1%
a	7981	9.1%
M	4007	4.6%
o	4006	4.6%
v	3945	4.5%
W	2045	2.3%
w	2045	2.3%
Other values (7)	13851	15.8%

Gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Female	5018
Male	4768
Nonbinary	214

Length

Max length	9
Median length	6
Mean length	5.1106
Min length	4

Characters and Unicode

Total characters	51106
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Female
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	5018	50.2%
Male	4768	47.7%
Nonbinary	214	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	5018	50.2%
male	4768	47.7%
nonbinary	214	2.1%

Most occurring characters

Value	Count	Frequency (%)
e	14804	29.0%
a	10000	19.6%
l	9786	19.1%
F	5018	9.8%
m	5018	9.8%
M	4768	9.3%
n	428	0.8%
N	214	0.4%
o	214	0.4%
b	214	0.4%
Other values (3)	642	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51106	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14804	29.0%
a	10000	19.6%
l	9786	19.1%
F	5018	9.8%
m	5018	9.8%
M	4768	9.3%
n	428	0.8%
N	214	0.4%
o	214	0.4%
b	214	0.4%
Other values (3)	642	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51106	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14804	29.0%
a	10000	19.6%
l	9786	19.1%
F	5018	9.8%
m	5018	9.8%
M	4768	9.3%
n	428	0.8%
N	214	0.4%
o	214	0.4%
b	214	0.4%
Other values (3)	642	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51106	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14804	29.0%
a	10000	19.6%
l	9786	19.1%
F	5018	9.8%
m	5018	9.8%
M	4768	9.3%
n	428	0.8%
N	214	0.4%
o	214	0.4%
b	214	0.4%
Other values (3)	642	1.3%

ReAdmis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	6331
True	3669

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	6331	63.3%
True	3669	36.7%

VitD_levels
Real number (ℝ)

Distinct	9976
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.964262

Minimum	9.806483
Maximum	26.394449
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	9.806483
5-th percentile	14.655531
Q1	16.626439
median	17.951122
Q3	19.347963
95-th percentile	21.304579
Maximum	26.394449
Range	16.587966
Interquartile range (IQR)	2.7215239

Descriptive statistics

Standard deviation	2.017231
Coefficient of variation (CV)	0.11229134
Kurtosis	-0.022111964
Mean	17.964262
Median Absolute Deviation (MAD)	1.3605081
Skewness	0.032434968
Sum	179642.62
Variance	4.0692211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.13543091	2	< 0.1%
15.93976	2	< 0.1%
17.82186	2	< 0.1%
20.18417	2	< 0.1%
18.74134	2	< 0.1%
16.55326	2	< 0.1%
17.93487	2	< 0.1%
16.78339	2	< 0.1%
18.71128	2	< 0.1%
15.26009	2	< 0.1%
Other values (9966)	9980	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.806483	1	< 0.1%
10.31523421	1	< 0.1%
10.87742702	1	< 0.1%
11.08343	1	< 0.1%
11.47531413	1	< 0.1%
11.53873	1	< 0.1%
11.75106	1	< 0.1%
11.75556	1	< 0.1%
11.78539496	1	< 0.1%
11.84683	1	< 0.1%

Value	Count	Frequency (%)
26.39444871	1	< 0.1%
25.4440994	1	< 0.1%
25.14727	1	< 0.1%
24.88911	1	< 0.1%
24.63742	1	< 0.1%
24.56546284	1	< 0.1%
24.55913175	1	< 0.1%
24.53871	1	< 0.1%
24.45037	1	< 0.1%
24.421656	1	< 0.1%

Doc_visits
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0122

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	4
median	5
Q3	6
95-th percentile	7
Maximum	9
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0457344
Coefficient of variation (CV)	0.20863781
Kurtosis	0.025999275
Mean	5.0122
Median Absolute Deviation (MAD)	1
Skewness	-0.018563292
Sum	50122
Variance	1.0935605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
5	3823	38.2%
6	2436	24.4%
4	2385	23.8%
7	634	6.3%
3	595	5.9%
8	61	0.6%
2	58	0.6%
1	6	0.1%
9	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.1%
2	58	0.6%
3	595	5.9%
4	2385	23.8%
5	3823	38.2%
6	2436	24.4%
7	634	6.3%
8	61	0.6%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	61	0.6%
7	634	6.3%
6	2436	24.4%
5	3823	38.2%
4	2385	23.8%
3	595	5.9%
2	58	0.6%
1	6	0.1%

Full_meals_eaten
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0014

Minimum	0
Maximum	7
Zeros	3715
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0081169
Coefficient of variation (CV)	1.0067075
Kurtosis	1.0427267
Mean	1.0014
Median Absolute Deviation (MAD)	1
Skewness	1.0094611
Sum	10014
Variance	1.0162997
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	3715	37.1%
1	3615	36.1%
2	1856	18.6%
3	612	6.1%
4	169	1.7%
5	25	0.2%
6	6	0.1%
7	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3715	37.1%
1	3615	36.1%
2	1856	18.6%
3	612	6.1%
4	169	1.7%
5	25	0.2%
6	6	0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
7	2	< 0.1%
6	6	0.1%
5	25	0.2%
4	169	1.7%
3	612	6.1%
2	1856	18.6%
1	3615	36.1%
0	3715	37.1%

vitD_supp
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3989

Minimum	0
Maximum	5
Zeros	6702
Zeros (%)	67.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.62850481
Coefficient of variation (CV)	1.5755949
Kurtosis	2.3307634
Mean	0.3989
Median Absolute Deviation (MAD)	0
Skewness	1.5502054
Sum	3989
Variance	0.39501829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	6702	67.0%
1	2684	26.8%
2	544	5.4%
3	64	0.6%
4	5	0.1%
5	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6702	67.0%
1	2684	26.8%
2	544	5.4%
3	64	0.6%
4	5	0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	5	0.1%
3	64	0.6%
2	544	5.4%
1	2684	26.8%
0	6702	67.0%

Soft_drink
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7425
True	2575

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7425	74.2%
True	2575	25.8%

Initial_admin
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Emergency Admission	5060
Elective Admission	2504
Observation Admission	2436

Length

Max length	21
Median length	19
Mean length	19.2368
Min length	18

Characters and Unicode

Total characters	192368
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Emergency Admission
2nd row	Emergency Admission
3rd row	Elective Admission
4th row	Elective Admission
5th row	Elective Admission

Common Values

Value	Count	Frequency (%)
Emergency Admission	5060	50.6%
Elective Admission	2504	25.0%
Observation Admission	2436	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
admission	10000	50.0%
emergency	5060	25.3%
elective	2504	12.5%
observation	2436	12.2%

Most occurring characters

Value	Count	Frequency (%)
i	24940	13.0%
s	22436	11.7%
e	17564	9.1%
n	17496	9.1%
m	15060	7.8%
o	12436	6.5%
d	10000	5.2%
A	10000	5.2%
	10000	5.2%
E	7564	3.9%
Other values (10)	44872	23.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	192368	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	24940	13.0%
s	22436	11.7%
e	17564	9.1%
n	17496	9.1%
m	15060	7.8%
o	12436	6.5%
d	10000	5.2%
A	10000	5.2%
	10000	5.2%
E	7564	3.9%
Other values (10)	44872	23.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	192368	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	24940	13.0%
s	22436	11.7%
e	17564	9.1%
n	17496	9.1%
m	15060	7.8%
o	12436	6.5%
d	10000	5.2%
A	10000	5.2%
	10000	5.2%
E	7564	3.9%
Other values (10)	44872	23.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	192368	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	24940	13.0%
s	22436	11.7%
e	17564	9.1%
n	17496	9.1%
m	15060	7.8%
o	12436	6.5%
d	10000	5.2%
A	10000	5.2%
	10000	5.2%
E	7564	3.9%
Other values (10)	44872	23.3%

HighBlood
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5910
True	4090

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5910	59.1%
True	4090	40.9%

Stroke
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	8007
True	1993

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	8007	80.1%
True	1993	19.9%

Complication_risk
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Medium	4517
High	3358
Low	2125

Length

Max length	6
Median length	4
Mean length	4.6909
Min length	3

Characters and Unicode

Total characters	46909
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medium
2nd row	High
3rd row	Medium
4th row	Medium
5th row	Low

Common Values

Value	Count	Frequency (%)
Medium	4517	45.2%
High	3358	33.6%
Low	2125	21.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	4517	45.2%
high	3358	33.6%
low	2125	21.2%

Most occurring characters

Value	Count	Frequency (%)
i	7875	16.8%
M	4517	9.6%
e	4517	9.6%
d	4517	9.6%
u	4517	9.6%
m	4517	9.6%
H	3358	7.2%
g	3358	7.2%
h	3358	7.2%
L	2125	4.5%
Other values (2)	4250	9.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46909	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	7875	16.8%
M	4517	9.6%
e	4517	9.6%
d	4517	9.6%
u	4517	9.6%
m	4517	9.6%
H	3358	7.2%
g	3358	7.2%
h	3358	7.2%
L	2125	4.5%
Other values (2)	4250	9.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46909	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	7875	16.8%
M	4517	9.6%
e	4517	9.6%
d	4517	9.6%
u	4517	9.6%
m	4517	9.6%
H	3358	7.2%
g	3358	7.2%
h	3358	7.2%
L	2125	4.5%
Other values (2)	4250	9.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46909	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	7875	16.8%
M	4517	9.6%
e	4517	9.6%
d	4517	9.6%
u	4517	9.6%
m	4517	9.6%
H	3358	7.2%
g	3358	7.2%
h	3358	7.2%
L	2125	4.5%
Other values (2)	4250	9.1%

Overweight
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

True	7094
False	2906

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	7094	70.9%
False	2906	29.1%

Arthritis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	6426
True	3574

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	6426	64.3%
True	3574	35.7%

Diabetes
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7262
True	2738

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7262	72.6%
True	2738	27.4%

Hyperlipidemia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	6628
True	3372

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	6628	66.3%
True	3372	33.7%

BackPain
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5886
True	4114

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5886	58.9%
True	4114	41.1%

Anxiety
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	6785
True	3215

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	6785	67.8%
True	3215	32.1%

Allergic_rhinitis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	6059
True	3941

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	6059	60.6%
True	3941	39.4%

Reflux_esophagitis
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5865
True	4135

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5865	58.7%
True	4135	41.3%

Asthma
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7107
True	2893

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7107	71.1%
True	2893	28.9%

Services
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Blood Work	5265
Intravenous	3130
CT Scan	1225
MRI	380

Length

Max length	11
Median length	10
Mean length	9.6795
Min length	3

Characters and Unicode

Total characters	96795
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Blood Work
2nd row	Intravenous
3rd row	Blood Work
4th row	Blood Work
5th row	CT Scan

Common Values

Value	Count	Frequency (%)
Blood Work	5265	52.6%
Intravenous	3130	31.3%
CT Scan	1225	12.2%
MRI	380	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
blood	5265	31.9%
work	5265	31.9%
intravenous	3130	19.0%
ct	1225	7.4%
scan	1225	7.4%
mri	380	2.3%

Most occurring characters

Value	Count	Frequency (%)
o	18925	19.6%
r	8395	8.7%
n	7485	7.7%
	6490	6.7%
B	5265	5.4%
d	5265	5.4%
W	5265	5.4%
k	5265	5.4%
l	5265	5.4%
a	4355	4.5%
Other values (12)	24820	25.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	96795	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	18925	19.6%
r	8395	8.7%
n	7485	7.7%
	6490	6.7%
B	5265	5.4%
d	5265	5.4%
W	5265	5.4%
k	5265	5.4%
l	5265	5.4%
a	4355	4.5%
Other values (12)	24820	25.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	96795	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	18925	19.6%
r	8395	8.7%
n	7485	7.7%
	6490	6.7%
B	5265	5.4%
d	5265	5.4%
W	5265	5.4%
k	5265	5.4%
l	5265	5.4%
a	4355	4.5%
Other values (12)	24820	25.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	96795	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	18925	19.6%
r	8395	8.7%
n	7485	7.7%
	6490	6.7%
B	5265	5.4%
d	5265	5.4%
W	5265	5.4%
k	5265	5.4%
l	5265	5.4%
a	4355	4.5%
Other values (12)	24820	25.6%

Initial_days
Real number (ℝ)

Distinct	9997
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.455299

Minimum	1.0019809
Maximum	71.98149
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1.0019809
5-th percentile	2.3081027
Q1	7.8962147
median	35.836244
Q3	61.16102
95-th percentile	69.892048
Maximum	71.98149
Range	70.979509
Interquartile range (IQR)	53.264805

Descriptive statistics

Standard deviation	26.309341
Coefficient of variation (CV)	0.76357895
Kurtosis	-1.7545246
Mean	34.455299
Median Absolute Deviation (MAD)	26.863318
Skewness	0.070286083
Sum	344552.99
Variance	692.18144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63.54432	2	< 0.1%
67.42139	2	< 0.1%
70.32542	2	< 0.1%
63.33469	1	< 0.1%
67.03651	1	< 0.1%
64.53351	1	< 0.1%
49.52823	1	< 0.1%
66.01216	1	< 0.1%
67.60782	1	< 0.1%
62.9642	1	< 0.1%
Other values (9987)	9987	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.001980919	1	< 0.1%
1.008401065	1	< 0.1%
1.009142748	1	< 0.1%
1.010068463	1	< 0.1%
1.012481219	1	< 0.1%
1.012585747	1	< 0.1%
1.013972797	1	< 0.1%
1.014903071	1	< 0.1%
1.016185458	1	< 0.1%
1.016258363	1	< 0.1%

Value	Count	Frequency (%)
71.98149	1	< 0.1%
71.96869	1	< 0.1%
71.96546	1	< 0.1%
71.96415	1	< 0.1%
71.96342	1	< 0.1%
71.96164	1	< 0.1%
71.96134	1	< 0.1%
71.95813	1	< 0.1%
71.95472	1	< 0.1%
71.94732	1	< 0.1%

TotalCharge
Real number (ℝ)

Distinct	9997
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5312.1728

Minimum	1938.3121
Maximum	9180.728
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1938.3121
5-th percentile	2521.0829
Q1	3179.374
median	5213.952
Q3	7459.6997
95-th percentile	8342.4286
Maximum	9180.728
Range	7242.4159
Interquartile range (IQR)	4280.3257

Descriptive statistics

Standard deviation	2180.3938
Coefficient of variation (CV)	0.41045236
Kurtosis	-1.6682665
Mean	5312.1728
Median Absolute Deviation (MAD)	2129.2794
Skewness	0.069660946
Sum	53121728
Variance	4754117.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7555.452	2	< 0.1%
7964.681	2	< 0.1%
8081.346	2	< 0.1%
3726.70286	1	< 0.1%
8449.859	1	< 0.1%
7174.396	1	< 0.1%
7358.173	1	< 0.1%
6390.429	1	< 0.1%
7548.257	1	< 0.1%
7284.532	1	< 0.1%
Other values (9987)	9987	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1938.312067	1	< 0.1%
1957.445547	1	< 0.1%
1969.472468	1	< 0.1%
2000.776336	1	< 0.1%
2004.755279	1	< 0.1%
2006.878935	1	< 0.1%
2010.399554	1	< 0.1%
2022.650007	1	< 0.1%
2027.22267	1	< 0.1%
2035.787412	1	< 0.1%

Value	Count	Frequency (%)
9180.728	1	< 0.1%
9169.248	1	< 0.1%
9080.912	1	< 0.1%
9077.388	1	< 0.1%
9067.605	1	< 0.1%
9065.054	1	< 0.1%
9028.118	1	< 0.1%
9022.166	1	< 0.1%
9012.388	1	< 0.1%
9004.401	1	< 0.1%

Additional_charges
Real number (ℝ)

Distinct	9418
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12934.529

Minimum	3125.703
Maximum	30566.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	3125.703
5-th percentile	4608.275
Q1	7986.4878
median	11573.978
Q3	15626.49
95-th percentile	26604.555
Maximum	30566.07
Range	27440.367
Interquartile range (IQR)	7640.0022

Descriptive statistics

Standard deviation	6542.6015
Coefficient of variation (CV)	0.50582451
Kurtosis	-0.14268428
Mean	12934.529
Median Absolute Deviation (MAD)	3716.8143
Skewness	0.831842
Sum	1.2934529 × 10⁸
Variance	42805635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24109.57264	3	< 0.1%
25325.81647	3	< 0.1%
6315.62213	3	< 0.1%
11995.00516	3	< 0.1%
4880.460246	3	< 0.1%
5000.124	3	< 0.1%
10299.30056	3	< 0.1%
14644.12	3	< 0.1%
13791.41	3	< 0.1%
14641.57104	3	< 0.1%
Other values (9408)	9970	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3125.703	1	< 0.1%
3132.25999	2	< 0.1%
3139.049369	2	< 0.1%
3173.112679	1	< 0.1%
3213.0799	1	< 0.1%
3214.27887	1	< 0.1%
3221.335	1	< 0.1%
3241.33976	2	< 0.1%
3241.34	2	< 0.1%
3243.864573	1	< 0.1%

Value	Count	Frequency (%)
30566.07	1	< 0.1%
30466.93	1	< 0.1%
30422.53	1	< 0.1%
30395.02524	1	< 0.1%
30087.65094	1	< 0.1%
30071.48531	1	< 0.1%
29981.79494	1	< 0.1%
29885.66	1	< 0.1%
29837.70749	1	< 0.1%
29828.95899	1	< 0.1%

Item1
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5188

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0319656
Coefficient of variation (CV)	0.29327203
Kurtosis	-0.086467871
Mean	3.5188
Median Absolute Deviation (MAD)	1
Skewness	0.029341065
Sum	35188
Variance	1.0649531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	3455	34.5%
3	3404	34.0%
5	1377	13.8%
2	1315	13.2%
6	225	2.2%
1	213	2.1%
7	10	0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	213	2.1%
2	1315	13.2%
3	3404	34.0%
4	3455	34.5%
5	1377	13.8%
6	225	2.2%
7	10	0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	10	0.1%
6	225	2.2%
5	1377	13.8%
4	3455	34.5%
3	3404	34.0%
2	1315	13.2%
1	213	2.1%

Item2
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5067

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0348247
Coefficient of variation (CV)	0.2950993
Kurtosis	-0.15777178
Mean	3.5067
Median Absolute Deviation (MAD)	1
Skewness	0.031911727
Sum	35067
Variance	1.0708622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	3439	34.4%
4	3351	33.5%
5	1421	14.2%
2	1360	13.6%
1	213	2.1%
6	204	2.0%
7	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	213	2.1%
2	1360	13.6%
3	3439	34.4%
4	3351	33.5%
5	1421	14.2%
6	204	2.0%
7	12	0.1%

Value	Count	Frequency (%)
7	12	0.1%
6	204	2.0%
5	1421	14.2%
4	3351	33.5%
3	3439	34.4%
2	1360	13.6%
1	213	2.1%

Item3
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5111

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0327553
Coefficient of variation (CV)	0.29414009
Kurtosis	-0.094517211
Mean	3.5111
Median Absolute Deviation (MAD)	1
Skewness	0.033200429
Sum	35111
Variance	1.0665834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	3464	34.6%
3	3379	33.8%
5	1358	13.6%
2	1356	13.6%
6	220	2.2%
1	211	2.1%
7	11	0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	211	2.1%
2	1356	13.6%
3	3379	33.8%
4	3464	34.6%
5	1358	13.6%
6	220	2.2%
7	11	0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	11	0.1%
6	220	2.2%
5	1358	13.6%
4	3464	34.6%
3	3379	33.8%
2	1356	13.6%
1	211	2.1%

Item4
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5151

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0362815
Coefficient of variation (CV)	0.29480854
Kurtosis	-0.12608848
Mean	3.5151
Median Absolute Deviation (MAD)	1
Skewness	0.048655569
Sum	35151
Variance	1.0738794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	3422	34.2%
4	3394	33.9%
5	1388	13.9%
2	1346	13.5%
6	231	2.3%
1	207	2.1%
7	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	207	2.1%
2	1346	13.5%
3	3422	34.2%
4	3394	33.9%
5	1388	13.9%
6	231	2.3%
7	12	0.1%

Value	Count	Frequency (%)
7	12	0.1%
6	231	2.3%
5	1388	13.9%
4	3394	33.9%
3	3422	34.2%
2	1346	13.5%
1	207	2.1%

Item5
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4969

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0301925
Coefficient of variation (CV)	0.29460164
Kurtosis	-0.087591745
Mean	3.4969
Median Absolute Deviation (MAD)	1
Skewness	0.04949087
Sum	34969
Variance	1.0612965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	3446	34.5%
3	3423	34.2%
2	1380	13.8%
5	1308	13.1%
6	219	2.2%
1	211	2.1%
7	13	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	211	2.1%
2	1380	13.8%
3	3423	34.2%
4	3446	34.5%
5	1308	13.1%
6	219	2.2%
7	13	0.1%

Value	Count	Frequency (%)
7	13	0.1%
6	219	2.2%
5	1308	13.1%
4	3446	34.5%
3	3423	34.2%
2	1380	13.8%
1	211	2.1%

Item6
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5225

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0323761
Coefficient of variation (CV)	0.2930805
Kurtosis	-0.13081223
Mean	3.5225
Median Absolute Deviation (MAD)	1
Skewness	0.01034502
Sum	35225
Variance	1.0658003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	3464	34.6%
3	3371	33.7%
5	1403	14.0%
2	1319	13.2%
6	220	2.2%
1	213	2.1%
7	10	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	213	2.1%
2	1319	13.2%
3	3371	33.7%
4	3464	34.6%
5	1403	14.0%
6	220	2.2%
7	10	0.1%

Value	Count	Frequency (%)
7	10	0.1%
6	220	2.2%
5	1403	14.0%
4	3464	34.6%
3	3371	33.7%
2	1319	13.2%
1	213	2.1%

Item7
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.494

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0214051
Coefficient of variation (CV)	0.29233116
Kurtosis	-0.056030688
Mean	3.494
Median Absolute Deviation (MAD)	1
Skewness	0.035368327
Sum	34940
Variance	1.0432683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	3487	34.9%
3	3456	34.6%
2	1345	13.5%
5	1274	12.7%
1	215	2.1%
6	212	2.1%
7	11	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	215	2.1%
2	1345	13.5%
3	3456	34.6%
4	3487	34.9%
5	1274	12.7%
6	212	2.1%
7	11	0.1%

Value	Count	Frequency (%)
7	11	0.1%
6	212	2.1%
5	1274	12.7%
4	3487	34.9%
3	3456	34.6%
2	1345	13.5%
1	215	2.1%

Item8
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5097

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0423121
Coefficient of variation (CV)	0.2969804
Kurtosis	-0.18020853
Mean	3.5097
Median Absolute Deviation (MAD)	1
Skewness	0.044709052
Sum	35097
Variance	1.0864146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	3401	34.0%
4	3337	33.4%
5	1429	14.3%
2	1391	13.9%
6	221	2.2%
1	209	2.1%
7	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	209	2.1%
2	1391	13.9%
3	3401	34.0%
4	3337	33.4%
5	1429	14.3%
6	221	2.2%
7	12	0.1%

Value	Count	Frequency (%)
7	12	0.1%
6	221	2.2%
5	1429	14.3%
4	3337	33.4%
3	3401	34.0%
2	1391	13.9%
1	209	2.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	CaseOrder	Customer_id	Interaction	UID	City	State	County	Zip	Lat	Lng	Population	Area	TimeZone	Job	Children	Age	Income	Marital	Gender	ReAdmis	VitD_levels	Doc_visits	Full_meals_eaten	vitD_supp	Soft_drink	Initial_admin	HighBlood	Stroke	Complication_risk	Overweight	Arthritis	Diabetes	Hyperlipidemia	BackPain	Anxiety	Allergic_rhinitis	Reflux_esophagitis	Asthma	Services	Initial_days	TotalCharge	Additional_charges	Item1	Item2	Item3	Item4	Item5	Item6	Item7	Item8
0	1	C412403	8cd49b13-f45a-4b47-a2bd-173ffa932c2f	3a83ddb66e2ae73798bdf1d705dc0932	Eva	AL	Morgan	35621	34.34960	-86.72508	2951	Suburban	America/Chicago	Psychologist, sport and exercise	1	53	86575.93	Divorced	Male	No	19.141466	6	0	0	No	Emergency Admission	Yes	No	Medium	No	Yes	Yes	No	Yes	Yes	Yes	No	Yes	Blood Work	10.585770	3726.702860	17939.403420	3	3	2	2	4	3	3	4
1	2	Z919181	d2450b70-0337-4406-bdbb-bc1037f1734c	176354c5eef714957d486009feabf195	Marianna	FL	Jackson	32446	30.84513	-85.22907	11303	Urban	America/Chicago	Community development worker	3	51	46805.99	Married	Female	No	18.940352	4	2	1	No	Emergency Admission	Yes	No	High	Yes	No	No	No	No	No	No	Yes	No	Intravenous	15.129562	4193.190458	17612.998120	3	4	3	4	4	4	3	3
2	3	F995323	a2057123-abf5-4a2c-abad-8ffe33512562	e19a0fa00aeda885b8a436757e889bc9	Sioux Falls	SD	Minnehaha	57110	43.54321	-96.63772	17125	Suburban	America/Chicago	Chief Executive Officer	3	53	14370.14	Widowed	Female	No	18.057507	4	1	0	No	Elective Admission	Yes	No	Medium	Yes	No	Yes	No	No	No	No	No	No	Blood Work	4.772177	2434.234222	17505.192460	2	4	4	4	3	4	3	3
3	4	A879973	1dec528d-eb34-4079-adce-0d7a40e82205	cd17d7b6d152cb6f23957346d11c3f07	New Richland	MN	Waseca	56072	43.89744	-93.51479	2162	Suburban	America/Chicago	Early years teacher	0	78	39741.49	Married	Male	No	16.576858	4	1	0	No	Elective Admission	No	Yes	Medium	No	Yes	No	No	No	No	No	Yes	Yes	Blood Work	1.714879	2127.830423	12993.437350	3	5	5	3	4	5	5	5
4	5	C544523	5885f56b-d6da-43a3-8760-83583af94266	d2f0425877b10ed6bb381f3e2579424a	West Point	VA	King William	23181	37.59894	-76.88958	5287	Rural	America/New_York	Health promotion specialist	1	22	1209.56	Widowed	Female	No	17.439069	5	0	2	Yes	Elective Admission	No	No	Low	No	No	No	Yes	No	No	Yes	No	No	CT Scan	1.254807	2113.073274	3716.525786	2	1	3	3	5	3	4	3
5	6	S543885	e3b0a319-9e2e-4a23-8752-2fdc736c30f4	03e447146d4a32e1aaf75727c3d1230c	Braggs	OK	Muskogee	74423	35.67302	-95.19180	981	Urban	America/Chicago	Corporate treasurer	3	76	81999.88	Never Married	Male	No	19.612646	6	0	0	No	Observation Admission	No	No	Medium	Yes	Yes	Yes	No	Yes	No	Yes	No	No	Blood Work	5.957250	2636.691180	12742.589910	4	5	4	4	3	5	4	6
6	7	E543302	2fccb53e-bd9a-4eaa-a53c-9dfc0cb83f94	e4884a42ba809df6a89ded6c97f460d4	Thompson	OH	Geauga	44086	41.67511	-81.05788	2558	Rural	America/New_York	Hydrologist	0	50	10456.05	Never Married	Male	No	14.751687	6	0	0	No	Emergency Admission	Yes	No	Low	Yes	Yes	Yes	Yes	Yes	Yes	No	Yes	No	Intravenous	9.058210	3694.627161	16815.513600	4	3	3	2	3	4	5	5
7	8	K477307	ab634508-dd8c-42e5-a4e4-d101a46f2431	5f78b8699d1aa9b950b562073f629ca2	Strasburg	VA	Shenandoah	22641	39.08062	-78.39150	479	Urban	America/New_York	Psychiatric nurse	7	40	38319.29	Divorced	Female	No	19.688673	7	2	0	No	Observation Admission	No	No	Medium	Yes	No	No	No	No	No	No	No	No	Intravenous	14.228019	3021.499039	6930.572138	1	2	2	5	4	2	4	2
8	9	Q870521	67b386eb-1d04-4020-9474-542a09d304e3	e8e016144bfbe14974752d834f530e26	Panama City	FL	Bay	32404	30.20097	-85.50610	40029	Urban	America/Chicago	Computer games developer	0	48	55586.48	Widowed	Male	No	19.653320	6	3	0	No	Emergency Admission	No	No	Low	Yes	No	No	Yes	No	No	No	No	No	Intravenous	6.180339	2968.402860	8363.187290	3	3	2	3	3	3	4	2
9	10	Z229385	5acd5dd3-f0ae-41c7-9540-cf3e4ecb2e27	687e7ba1b80022c310fa2d4b00db199a	Paynesville	MN	Stearns	56362	45.40325	-94.71424	5840	Urban	America/Chicago	Production assistant, radio	2	78	38965.22	Never Married	Female	No	18.224324	7	1	2	No	Emergency Admission	Yes	No	High	Yes	No	No	No	No	No	Yes	Yes	Yes	Blood Work	1.632554	3147.855813	26225.989910	5	5	5	3	4	2	3	2

	CaseOrder	Customer_id	Interaction	UID	City	State	County	Zip	Lat	Lng	Population	Area	TimeZone	Job	Children	Age	Income	Marital	Gender	ReAdmis	VitD_levels	Doc_visits	Full_meals_eaten	vitD_supp	Soft_drink	Initial_admin	HighBlood	Stroke	Complication_risk	Overweight	Arthritis	Diabetes	Hyperlipidemia	BackPain	Anxiety	Allergic_rhinitis	Reflux_esophagitis	Asthma	Services	Initial_days	TotalCharge	Additional_charges	Item1	Item2	Item3	Item4	Item5	Item6	Item7	Item8
9990	9991	M07341	9b73f4cb-3945-41c1-9a38-129fcecde3a0	4f83c32e349fa29482f338ed25896f01	Crosby	MS	Wilkinson	39633	31.29102	-91.18493	1236	Rural	America/Chicago	Buyer, industrial	0	69	59914.82	Never Married	Female	Yes	15.90575	4	0	2	No	Elective Admission	No	No	Medium	Yes	No	No	Yes	No	No	No	Yes	No	CT Scan	62.73599	7149.808	11365.370	3	4	4	4	4	4	3	3
9991	9992	L715446	a5492e46-bf07-4c9e-bd00-e96adba46557	441b4934c2fdb97ce81fe317b4150a32	Blunt	SD	Hughes	57522	44.47735	-99.99679	552	Urban	America/Chicago	Telecommunications researcher	0	61	44740.81	Separated	Male	Yes	19.25381	3	2	0	No	Elective Admission	No	Yes	Medium	Yes	No	No	Yes	No	Yes	Yes	No	Yes	CT Scan	56.87419	6756.520	10263.560	3	2	3	4	3	3	4	3
9992	9993	T523588	8dfe0df1-bf7b-48d0-83e9-0bc22d86d168	1a35db97b8b90ab318b90b708904d312	Columbus	OH	Franklin	43203	39.97310	-82.96898	8368	Rural	America/New_York	Training and development officer	3	50	21989.44	Married	Female	Yes	15.73466	3	2	0	Yes	Emergency Admission	Yes	No	High	No	Yes	Yes	Yes	No	No	Yes	Yes	Yes	Blood Work	56.61571	7894.201	17367.970	3	3	4	2	4	3	3	4
9993	9994	Q117805	ccc85472-5bd1-4389-8442-122a876b9000	9612abd4b9a81c2fd596ec9adb232efa	Northvale	NJ	Bergen	7647	41.00669	-73.94259	5412	Urban	America/New_York	Legal executive	1	83	15654.69	Married	Male	No	18.84074	4	1	1	No	Emergency Admission	Yes	No	High	Yes	No	No	Yes	No	No	No	No	No	Blood Work	40.35530	6294.443	27882.080	6	6	5	3	3	5	5	5
9994	9995	M583491	15c2b4bb-2c36-41b2-b1e2-206144fae1dc	b9dd180aa8894ecea6af33a46b22e015	Fellsmere	FL	Indian River	32948	27.88942	-80.73347	7908	Urban	America/New_York	Technical author	6	69	39797.05	Separated	Male	No	16.60460	4	0	2	No	Emergency Admission	No	No	Medium	No	Yes	No	No	No	No	No	Yes	Yes	Blood Work	37.93212	5607.716	12045.860	2	3	2	1	5	3	4	2
9995	9996	B863060	a25b594d-0328-486f-a9b9-0567eb0f9723	39184dc28cc038871912ccc4500049e5	Norlina	NC	Warren	27563	36.42886	-78.23716	4762	Urban	America/New_York	Programmer, multimedia	2	25	45967.61	Widowed	Male	No	16.98086	4	2	1	No	Emergency Admission	Yes	No	Medium	No	No	No	No	No	Yes	No	Yes	No	Intravenous	51.56122	6850.942	8927.642	3	2	2	3	4	3	4	2
9996	9997	P712040	70711574-f7b1-4a17-b15f-48c54564b70f	3cd124ccd43147404292e883bf9ec55c	Milmay	NJ	Atlantic	8340	39.43609	-74.87302	1251	Urban	America/New_York	Restaurant manager, fast food	4	87	14983.02	Widowed	Male	Yes	18.17702	5	0	0	No	Elective Admission	Yes	No	Medium	Yes	Yes	Yes	No	No	No	No	No	Yes	CT Scan	68.66824	7741.690	28507.150	3	3	4	2	5	3	4	4
9997	9998	R778890	1d79569d-8e0f-4180-a207-d67ee4527d26	41b770aeee97a5b9e7f69c906a8119d7	Southside	TN	Montgomery	37171	36.36655	-87.29988	532	Rural	America/Chicago	Psychologist, occupational	3	45	65917.81	Separated	Female	Yes	17.12907	4	2	0	Yes	Elective Admission	Yes	No	High	Yes	No	No	No	No	Yes	Yes	No	No	Intravenous	70.15418	8276.481	15281.210	3	3	3	4	4	2	3	2
9998	9999	E344109	f5a68e69-2a60-409b-a92f-ac0847b27db0	2bb491ef5b1beb1fed758cc6885c167a	Quinn	SD	Pennington	57775	44.10354	-102.01590	271	Rural	America/Denver	Outdoor activities/education manager	3	43	29702.32	Divorced	Male	Yes	19.91043	5	2	1	No	Emergency Admission	No	No	Medium	Yes	No	No	No	Yes	No	No	No	No	Blood Work	63.35690	7644.483	7781.678	5	5	3	4	4	3	4	3
9999	10000	I569847	bc482c02-f8c9-4423-99de-3db5e62a18d5	95663a202338000abdf7e09311c2a8a1	Coraopolis	PA	Allegheny	15108	40.49998	-80.19959	41524	Urban	America/New_York	Sports development officer	8	70	62682.63	Separated	Female	Yes	18.38862	5	0	1	No	Observation Admission	No	No	Low	Yes	Yes	No	Yes	No	No	Yes	No	No	Blood Work	70.85059	7887.553	11643.190	4	3	3	2	3	6	4	3

Overview

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Common Values

Length

Most occurring characters

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